We interviewed stakeholders, including Vertical Heads, Academic Ops, Learning Consultants, and Program Managers to understand learning goals, content delivery gaps, and learner pain points. We also used application data and analytics to build representative learner personas across categories like non-programmers, programmers, early-career learners, and professionals.